The paper is organized as follows. In Sec. REF  we compute the free energy of the of MHM using the replica method  [1]} and we apply the replica symmetric Ansatz to derive the saddle point equations for the three parameters of the theory: the Edward-Anderson parameter \(q\) , the overlap \(m^{(\mu )}\)  of a configuration with the retrieved patterns and the noise \(r\)  of the so-called high patterns.
